Development of image recognition software based on artificial intelligence algorithm for the efficient sorting of apple fruit

M Yang, P Kumar, J Bhola, M Shabaz - International Journal of System …, 2022 - Springer
Manual sorting of fruits was considered as a significant challenging for agricultural sector as
it is a laborious task and may also lead to inconsistency in the classification. In order to …

Fruit classification using attention-based MobileNetV2 for industrial applications

TB Shahi, C Sitaula, A Neupane, W Guo - Plos one, 2022 - journals.plos.org
Recent deep learning methods for fruits classification resulted in promising performance.
However, these methods are with heavy-weight architectures in nature, and hence require a …

[HTML][HTML] Real-time visual inspection system for grading fruits using computer vision and deep learning techniques

N Ismail, OA Malik - Information Processing in Agriculture, 2022 - Elsevier
Traditional manual visual grading of fruits has been one of the important challenges faced
by the agricultural industry due to its laborious nature as well as inconsistency in inspection …

Object detection and recognition techniques based on digital image processing and traditional machine learning for fruit and vegetable harvesting robots: an overview …

F **ao, H Wang, Y Li, Y Cao, X Lv, G Xu - Agronomy, 2023 - mdpi.com
The accuracy, speed, and robustness of object detection and recognition are directly related
to the harvesting efficiency, quality, and speed of fruit and vegetable harvesting robots. In …

Improved classification approach for fruits and vegetables freshness based on deep learning

M Mukhiddinov, A Muminov, J Cho - Sensors, 2022 - mdpi.com
Classification of fruit and vegetable freshness plays an essential role in the food industry.
Freshness is a fundamental measure of fruit and vegetable quality that directly affects the …

Fruit quality and defect image classification with conditional GAN data augmentation

JJ Bird, CM Barnes, LJ Manso, A Ekárt, DR Faria - Scientia Horticulturae, 2022 - Elsevier
Abstract Contemporary Artificial Intelligence technologies allow for the employment of
Computer Vision to discern good crops from bad, providing a step in the pipeline of selecting …

Grading and fraud detection of saffron via learning-to-augment incorporated Inception-v4 CNN

M Momeny, AA Neshat, A Jahanbakhshi, M Mahmoudi… - Food Control, 2023 - Elsevier
Saffron is a well-known product in the food industry. It is one of the spices that are
sometimes adulterated with the sole motive of gaining more economic profit. Today …

Deep grading of mangoes using convolutional neural network and computer vision

N Gururaj, V Vinod, K Vijayakumar - Multimedia Tools and Applications, 2023 - Springer
The grading of mangoes is an essential aspect of providing quality fruits to consumers and
control the needs of the fruit processing industry. Manual visual inspection leads to …

[HTML][HTML] A review of external quality inspection for fruit grading using CNN models

LE Chuquimarca, BX Vintimilla, SA Velastin - Artificial Intelligence in …, 2024 - Elsevier
This article reviews the state of the art of recent CNN models used for external quality
inspection of fruits, considering parameters such as color, shape, size, and defects, used to …

Plant disease detection using machine learning approaches

I Ahmed, PK Yadav - Expert Systems, 2023 - Wiley Online Library
Plant health care is the science of anticipating and diagnosing the advent of life‐threatening
diseases in plants. The fatality rate of plants can be reduced by diagnosing them for any …